{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Transductive Methods\n",
    "\n",
    "In this notebook, we will showcase how to use the Efficient Active Search (EAS) algorithm to find better solutions to existing problems!\n",
    "\n",
    "> Tip: in [transductive RL](https://en.wikipedia.org/wiki/Transduction_(machine_learning)) we train (or finetune) to solve only specific ones.\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/ai4co/rl4co/blob/main/examples/modeling/2-transductive-methods.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation\n",
    "\n",
    "Uncomment the following line to install the package from PyPI. Remember to choose a GPU runtime for faster training!\n",
    "\n",
    "> Note: You may need to restart the runtime in Colab after this\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install rl4co[graph] # include torch-geometric\n",
    "\n",
    "## NOTE: to install latest version from Github (may be unstable) install from source instead:\n",
    "# !pip install git+https://github.com/ai4co/rl4co.git"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-08-22 16:29:17.903805: I tensorflow/core/util/port.cc:110] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n",
      "2023-08-22 16:29:17.923169: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
      "To enable the following instructions: AVX2 AVX512F AVX512_VNNI AVX512_BF16 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2023-08-22 16:29:18.249479: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import torch\n",
    "\n",
    "from rl4co.envs import TSPEnv, CVRPEnv\n",
    "from rl4co.models.zoo.am import AttentionModel\n",
    "from rl4co.utils.trainer import RL4COTrainer\n",
    "from rl4co.utils.decoding import get_log_likelihood\n",
    "from rl4co.models.zoo import EAS, EASLay, EASEmb, ActiveSearch\n",
    "\n",
    "import logging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/botu/miniconda3/envs/rl4co/lib/python3.10/site-packages/lightning/pytorch/utilities/parsing.py:196: UserWarning: Attribute 'env' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['env'])`.\n",
      "  rank_zero_warn(\n",
      "/home/botu/miniconda3/envs/rl4co/lib/python3.10/site-packages/lightning/pytorch/utilities/parsing.py:196: UserWarning: Attribute 'policy' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['policy'])`.\n",
      "  rank_zero_warn(\n",
      "/home/botu/miniconda3/envs/rl4co/lib/python3.10/site-packages/lightning/pytorch/core/saving.py:164: UserWarning: Found keys that are not in the model state dict but in the checkpoint: ['baseline.baseline.model.encoder.init_embedding.init_embed.weight', 'baseline.baseline.model.encoder.init_embedding.init_embed.bias', 'baseline.baseline.model.encoder.net.layers.0.0.module.Wqkv.weight', 'baseline.baseline.model.encoder.net.layers.0.0.module.Wqkv.bias', 'baseline.baseline.model.encoder.net.layers.0.0.module.out_proj.weight', 'baseline.baseline.model.encoder.net.layers.0.0.module.out_proj.bias', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.0.2.module.0.weight', 'baseline.baseline.model.encoder.net.layers.0.2.module.0.bias', 'baseline.baseline.model.encoder.net.layers.0.2.module.2.weight', 'baseline.baseline.model.encoder.net.layers.0.2.module.2.bias', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.1.0.module.Wqkv.weight', 'baseline.baseline.model.encoder.net.layers.1.0.module.Wqkv.bias', 'baseline.baseline.model.encoder.net.layers.1.0.module.out_proj.weight', 'baseline.baseline.model.encoder.net.layers.1.0.module.out_proj.bias', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.1.2.module.0.weight', 'baseline.baseline.model.encoder.net.layers.1.2.module.0.bias', 'baseline.baseline.model.encoder.net.layers.1.2.module.2.weight', 'baseline.baseline.model.encoder.net.layers.1.2.module.2.bias', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.2.0.module.Wqkv.weight', 'baseline.baseline.model.encoder.net.layers.2.0.module.Wqkv.bias', 'baseline.baseline.model.encoder.net.layers.2.0.module.out_proj.weight', 'baseline.baseline.model.encoder.net.layers.2.0.module.out_proj.bias', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.2.2.module.0.weight', 'baseline.baseline.model.encoder.net.layers.2.2.module.0.bias', 'baseline.baseline.model.encoder.net.layers.2.2.module.2.weight', 'baseline.baseline.model.encoder.net.layers.2.2.module.2.bias', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.num_batches_tracked', 'baseline.baseline.model.decoder.context_embedding.W_placeholder', 'baseline.baseline.model.decoder.context_embedding.project_context.weight', 'baseline.baseline.model.decoder.project_node_embeddings.weight', 'baseline.baseline.model.decoder.project_fixed_context.weight', 'baseline.baseline.model.decoder.logit_attention.project_out.weight']\n",
      "  rank_zero_warn(\n"
     ]
    }
   ],
   "source": [
    "# Load from checkpoint; alternatively, simply instantiate a new model\n",
    "checkpoint_path = \"last.ckpt\" # model trained for one epoch only just for showing the examples\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "# load checkpoint\n",
    "# checkpoint = torch.load(checkpoint_path)\n",
    "\n",
    "model = AttentionModel.load_from_checkpoint(checkpoint_path, load_baseline=False)\n",
    "policy = model.policy.to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# env = CVRPEnv(generator_params=dict(num_loc=50))\n",
    "# policy = AttentionModel(env).policy.to(device)\n",
    "\n",
    "env = TSPEnv(generator_params=dict(num_loc=50))\n",
    "\n",
    "td = env.reset(batch_size=3).to(device)\n",
    "\n",
    "out = policy(td)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env.render(td.cpu(), out[\"actions\"].cpu())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EAS\n",
    "\n",
    "We perform few iterations of EASLay for demonstration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/botu/miniconda3/envs/rl4co/lib/python3.10/site-packages/lightning/pytorch/utilities/parsing.py:196: UserWarning: Attribute 'env' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['env'])`.\n",
      "  rank_zero_warn(\n",
      "/home/botu/miniconda3/envs/rl4co/lib/python3.10/site-packages/lightning/pytorch/utilities/parsing.py:196: UserWarning: Attribute 'policy' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['policy'])`.\n",
      "  rank_zero_warn(\n",
      "INFO:rl4co.models.rl.common.base:No metrics specified, using default\n",
      "INFO:rl4co.models.zoo.eas.search:Setting up Efficient Active Search (EAS) with: \n",
      "- EAS Embedding: False \n",
      "- EAS Layer: True \n",
      "\n"
     ]
    }
   ],
   "source": [
    "logging.basicConfig(level=logging.DEBUG)\n",
    "\n",
    "env.generator.num_loc = 200\n",
    "\n",
    "dataset = env.dataset(batch_size=[2])\n",
    "# eas_model = EASEmb(env, policy, dataset, batch_size=2, max_iters=20, save_path=\"eas_sols.pt\") # alternative\n",
    "eas_model = EASLay(env, policy, dataset, batch_size=2, max_iters=20, save_path=\"eas_sols.pt\")\n",
    "\n",
    "eas_model.setup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:rl4co.models.common.constructive.autoregressive.policy:Instantiated environment not provided; instantiating tsp\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot initial solution\n",
    "td_dataset = next(iter(eas_model.train_dataloader()))\n",
    "td_dataset = env.reset(td_dataset).to(device)\n",
    "out = policy(td_dataset)\n",
    "\n",
    "env.render(td_dataset.cpu(), out[\"actions\"].cpu())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perform search \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:rl4co.utils.trainer:gradient_clip_val is set to None. This may lead to unstable training.\n",
      "Using 16bit Automatic Mixed Precision (AMP)\n",
      "GPU available: True (cuda), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "INFO:rl4co.models.zoo.eas.search:Setting up Efficient Active Search (EAS) with: \n",
      "- EAS Embedding: False \n",
      "- EAS Layer: True \n",
      "\n",
      "DEBUG:fsspec.local:open file: /home/botu/Dev/rl4co-rebuttal/notebooks/dev/lightning_logs/version_181/hparams.yaml\n",
      "DEBUG:fsspec.local:open file: /home/botu/Dev/rl4co-rebuttal/notebooks/dev/lightning_logs/version_181/hparams.yaml\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
      "INFO:rl4co.models.rl.common.base:Instantiating optimizer <Adam>\n",
      "\n",
      "  | Name   | Type                 | Params\n",
      "------------------------------------------------\n",
      "0 | env    | TSPEnv               | 0     \n",
      "1 | policy | AttentionModelPolicy | 710 K \n",
      "------------------------------------------------\n",
      "710 K     Trainable params\n",
      "0         Non-trainable params\n",
      "710 K     Total params\n",
      "2.841     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "75a65a8984b34ad780ce54612a4eaa01",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Sanity Checking: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/botu/miniconda3/envs/rl4co/lib/python3.10/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:432: PossibleUserWarning: The dataloader, val_dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 32 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
      "  rank_zero_warn(\n",
      "/home/botu/miniconda3/envs/rl4co/lib/python3.10/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:432: PossibleUserWarning: The dataloader, train_dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 32 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
      "  rank_zero_warn(\n",
      "/home/botu/miniconda3/envs/rl4co/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:280: PossibleUserWarning: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n",
      "  rank_zero_warn(\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f94c336fc12c4d59b8cccb01fd176037",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/botu/Dev/rl4co-rebuttal/notebooks/dev/../../rl4co/models/zoo/eas/nn.py:22: UserWarning: nn.init.xavier_uniform is now deprecated in favor of nn.init.xavier_uniform_.\n",
      "  torch.nn.init.xavier_uniform(self.W1)\n",
      "/home/botu/Dev/rl4co-rebuttal/notebooks/dev/../../rl4co/models/zoo/eas/nn.py:23: UserWarning: nn.init.xavier_uniform is now deprecated in favor of nn.init.xavier_uniform_.\n",
      "  torch.nn.init.xavier_uniform(self.b1)\n",
      "INFO:rl4co.models.rl.common.base:Instantiating optimizer <Adam>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/botu/miniconda3/envs/rl4co/lib/python3.10/site-packages/lightning/pytorch/trainer/connectors/logger_connector/result.py:212: UserWarning: You called `self.log('step', ...)` in your `training_step` but the value needs to be floating point. Converting it to torch.float32.\n",
      "  warning_cache.warn(\n",
      "INFO:rl4co.models.zoo.eas.search:0/20 |  Reward: -15.52 \n",
      "INFO:rl4co.models.zoo.eas.search:1/20 |  Reward: -15.32 \n",
      "INFO:rl4co.models.zoo.eas.search:2/20 |  Reward: -15.30 \n",
      "INFO:rl4co.models.zoo.eas.search:3/20 |  Reward: -15.28 \n",
      "INFO:rl4co.models.zoo.eas.search:4/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:5/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:6/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:7/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:8/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:9/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:10/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:11/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:12/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:13/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:14/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:15/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:16/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:17/20 |  Reward: -15.01 \n",
      "INFO:rl4co.models.zoo.eas.search:18/20 |  Reward: -14.84 \n",
      "INFO:rl4co.models.zoo.eas.search:19/20 |  Reward: -14.74 \n",
      "INFO:rl4co.models.zoo.eas.search:Best reward: -14.74\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9e6619ed6eae4a0ab770ebb08d266915",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validation: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:rl4co.models.zoo.eas.search:Saving solutions and rewards to eas_sols.pt...\n",
      "`Trainer.fit` stopped: `max_epochs=1` reached.\n"
     ]
    }
   ],
   "source": [
    "from rl4co.utils.trainer import RL4COTrainer\n",
    "\n",
    "trainer = RL4COTrainer(\n",
    "    max_epochs=1,\n",
    "    gradient_clip_val=None,\n",
    ")\n",
    "\n",
    "trainer.fit(eas_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load actions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load\n",
    "actions = torch.load(\"eas_sols.pt\")[\"solutions\"][0].cpu()\n",
    "actions = actions[:torch.count_nonzero(actions, dim=-1)] # remove trailing zeros\n",
    "state = td_dataset.cpu()[0]\n",
    "\n",
    "env.render(state, actions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even with few iterations, the search method can clearly find better solutions than the initial ones!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
